Toolkit
The stack behind the builds.
What I use to source, enrich, route, write and report, plus the engineering background that lets me go past the no-code layer.
GTM engineering
Sourcing, enrichment, AI research and sequencing.
CRM and RevOps
Pipelines, routing and reporting.
Data and reporting
Funnel analytics and dashboards.
Engineering
From my web developer years.
Workspace
Docs, files, email and walkthroughs.
Revenue skills
Beyond the tools.
- Revenue modeling
- Capacity and quota planning
- Hiring plans
- Unit economics: CAC, LTV, ACV
- ICP definition
- Pipeline design
- Lead scoring and routing
- Speed-to-lead SLAs
- Funnel reporting
- Signal-based outbound
- Prompt engineering
- Field sales
- Team coaching
Certifications and programs
Outbound Orchestration Foundations, Cohort 3 (completed, 5 graded builds)Clay · 2026
Clay Outbound CertificationIn progress
Revenue OperationsHubSpot Academy
Sales Hub SoftwareHubSpot Academy
Digital MarketingHubSpot Academy
SEOHubSpot Academy
Cloud Practitioner EssentialsAWS
Google Ads MeasurementGoogle
SQL for Data ScienceUC Davis
Data Visualization with TableauUC Davis
Hiring for GTM engineering or RevOps? Need a revenue system built?
Email is fastest. I work evenings India time, which overlaps the US morning.